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International Journal of AI for
            Materials and Design
                                                                            Review of gas turbine blade failures by erosion



            Table 14. (Continued)
            Category        Key points                      Details                          References
            Factors      Particle velocity  Higher velocities increase material removal due to greater kinetic   Taherkhani et al. 56
            influencing                 energy transfer.
            erosion rates  Particle size  Larger particles cause deeper and more extensive erosion damage.  Branco et al. 58
                         Impact angle   Steep angles (close to 90°) maximize erosion severity by transferring  Wang et al. 33
                                        more energy.
                         Operational    High temperatures accelerate erosion by softening materials and   Zhu et al. 59
                         temperature    increasing oxidation.
                                                                                              55
            Techniques for   CFD        Simulates gas flow, turbulence, and particle trajectories to predict   Hamed et al.,  Taherkhani et al. 56
            erosion analysis            erosion-prone zones.
                         FEA            Models stress distribution and crack propagation under   Rajabinezhad et al. 76
                                        erosion-induced loads.
                         SEM            Visualizes surface damage, revealing pits, cracks, and coating   Shin and Hamed,  Branco et al. 58
                                                                                                 57
                                        degradation.
                         Experimental testing  Validates computational models and provides empirical erosion rate   Zhu et al. , Shin and Hamed 57
                                                                                           59
                                        data.
            Erosion      Use of TBCs    Apply YSZ-based TBCs with optimized porosity to protect against   Shin and Hamed 57
            mitigation                  thermal and mechanical erosion.
            strategies   Optimized blade   Redesign leading edges to minimize particle impacts and turbulence. Hamed et al. 55
                         geometry
                                                                                              58
                         Material hardening  Use superalloys and composite ceramics to enhance resistance against  Branco et al.,  Kedir et al. 78
                                        erosion and thermal stress.
                                                                                            59
                         Predictive     Integrate IoT and ML for real-time erosion monitoring and proactive  Zhu et al.,  Shin and Hamed 57
                         maintenance    maintenance.
            Blade        Leading edge   Frequent steep-angle impacts cause severe material loss, reducing   Wang et al.,  Hamed et al. 55
                                                                                             33
            vulnerability               aerodynamic performance.
            zones        Trailing edge  Flow separation leads to uneven erosion patterns and localized   Hamed et al. 55
                                        structural weakening.
                         Mid-blade surface  Uniform erosion due to low-impact angles; results in gradual material  Branco et al. 58
                                        thinning.
                         Blade tips     Combined thermal and mechanical erosion accelerates wear,   Rajabinezhad et al. 76
                                        increasing the risk of catastrophic failure.
            Abbreviations: CFD: Computational fluid dynamics; FEA: Finite element analysis; IoT: Internet of things; ML: Machine learning; SEM: Scanning
            electron microscopy; SPE: Solid particle erosion; TBCs: Thermal barrier coatings; YSZ: Yttria-stabilized zirconia.

            6. Conclusions                                     conditions. These insights emphasize the necessity for a
                                                               holistic approach to blade design, material selection, and
            In this comprehensive review, a thorough analysis of the   maintenance strategies, taking into account the diverse
            critical aspects of gas turbine blade failures caused by   operational environments and potential erosion sources.
            erosion  has been  conducted.  The findings underscore
            the multifaceted nature of erosion-induced failures,   Furthermore, the role of advanced materials, coatings,
            highlighting the significance of this issue within the realm   and innovative design modifications emerged as
            of gas turbine operations. The current review identifies that   promising avenues to mitigate erosion-induced failures.
            erosion, stemming from various factors including particle   The incorporation of protective coatings, such as TBCs
            impingement, high-velocity fluid flow, and environmental   and  erosion-resistant  materials,  displayed  potential  in
            conditions, significantly contributes to the deterioration   enhancing the erosion resistance of gas turbine blades.
            of gas turbine blades, impacting their performance and   In addition, the adoption of aerodynamic enhancements
            longevity. Through the examination of various case studies   and modifications in blade geometries has shown promise
            and experimental investigations, it becomes evident that   in reducing erosion susceptibility, thereby improving the
            erosion  mechanisms  entail a  complex  interplay  between   overall durability and efficiency of gas turbine systems.
            material properties, environmental factors, and operational   However, it is imperative to acknowledge the need for



            Volume 1 Issue 3 (2024)                         91                             doi: 10.36922/ijamd.5188
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